diff --git a/Notebooks/Remaining_barcodes_and_metadata.ipynb b/Notebooks/Remaining_barcodes_and_metadata.ipynb
index 03970f1add29db284158fb5dfbad7fc8c4447fb7..5ff5eb3e1dad5ba2f548725a6544abebdd762390 100644
--- a/Notebooks/Remaining_barcodes_and_metadata.ipynb
+++ b/Notebooks/Remaining_barcodes_and_metadata.ipynb
@@ -7011,8 +7011,150 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 495,
    "id": "332be4f7-e0e1-4a7c-9aac-a1f42c1df383",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>identifier</th>\n",
+       "      <th>filename</th>\n",
+       "      <th>prediction</th>\n",
+       "      <th>man_prediction</th>\n",
+       "      <th>p_A</th>\n",
+       "      <th>p_B</th>\n",
+       "      <th>p_C</th>\n",
+       "      <th>p_N</th>\n",
+       "      <th>color</th>\n",
+       "      <th>man_color</th>\n",
+       "      <th>...</th>\n",
+       "      <th>p_yellow</th>\n",
+       "      <th>ABO-Barcode</th>\n",
+       "      <th>Signatur</th>\n",
+       "      <th>Titel</th>\n",
+       "      <th>Autor</th>\n",
+       "      <th>Mitwirkender</th>\n",
+       "      <th>Veröffentlichungsdatum</th>\n",
+       "      <th>Veröffentlichungsort</th>\n",
+       "      <th>Sprache</th>\n",
+       "      <th>Barcode</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>230</th>\n",
+       "      <td>Z166623102</td>\n",
+       "      <td>Z166623102_00000001.jpg</td>\n",
+       "      <td>A</td>\n",
+       "      <td>A</td>\n",
+       "      <td>0.996107</td>\n",
+       "      <td>0.001699</td>\n",
+       "      <td>0.001458</td>\n",
+       "      <td>0.000736</td>\n",
+       "      <td>red</td>\n",
+       "      <td>red</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.063762</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1 rows × 22 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     identifier                 filename prediction man_prediction       p_A   \n",
+       "230  Z166623102  Z166623102_00000001.jpg          A              A  0.996107  \\\n",
+       "\n",
+       "          p_B       p_C       p_N color man_color  ...  p_yellow  ABO-Barcode   \n",
+       "230  0.001699  0.001458  0.000736   red       red  ...  0.063762               \\\n",
+       "\n",
+       "     Signatur Titel Autor Mitwirkender Veröffentlichungsdatum   \n",
+       "230                                                            \\\n",
+       "\n",
+       "    Veröffentlichungsort Sprache Barcode  \n",
+       "230                                  NaN  \n",
+       "\n",
+       "[1 rows x 22 columns]"
+      ]
+     },
+     "execution_count": 495,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "non_BE_merged[non_BE_merged['filename'] == 'Z166623102_00000001.jpg']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 500,
+   "id": "ce61797d-72f4-40ee-b69e-d65a463aff6f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Signatur', 'Barcode', 'Titel', 'Autor', 'Mitwirkender',\n",
+       "       'Anfang Veröffentlichungsdatum', 'Ende Veröffentlichungsdatum',\n",
+       "       'Veröffentlichungsdatum', 'Veröffentlichungsort',\n",
+       "       'Veröffentlichungsort (normiert)', 'Sprache', 'Schlagwörter',\n",
+       "       'Schlagwörter (mit GND)', 'Vorbesitzer', 'Typ', 'Bemerkungen',\n",
+       "       'Gültiger Barcode', 'Dateiname', 'Wappenklassifizierung', 'p_A', 'p_B',\n",
+       "       'p_C', 'p_N', 'Farbklassifizierung', 'p_blue', 'p_red', 'p_yellow',\n",
+       "       'hs. Katalog', 'hs. Katalog Konfidenz', 'hs. Katalogband',\n",
+       "       'hs. Katalogseite Digitalisat', 'Wissensklasse', 'Wissensunterklasse',\n",
+       "       'Formatangabe', 'hs. Katalogseite Handschrift', 'hs. Katalogeintrag ID',\n",
+       "       'hs. Katalogeintrag', 'hs. Katalog Image URL', 'identifier',\n",
+       "       'ABO-Barcode'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 500,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "to_be_saved.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c1b062c4-1919-4672-8e2f-03f5a9a6c79c",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/Notebooks/String_matching.ipynb b/Notebooks/String_matching.ipynb
index f47ceca69e8e8fc82ae84f54d93fdf1afefaa2d1..ef1819893233b80201e5b8f78725323de5bb28b1 100644
--- a/Notebooks/String_matching.ipynb
+++ b/Notebooks/String_matching.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 2,
    "id": "7a3837ac-cced-4e01-bf57-265e40729692",
    "metadata": {
     "tags": []
@@ -23,7 +23,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 3,
    "id": "29ca0dc8-cae7-4f12-bd60-fd74ea6ae5ac",
    "metadata": {
     "tags": []
@@ -35,7 +35,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 4,
    "id": "c1e1c42a-962f-40bc-bb17-b62e8089feb7",
    "metadata": {
     "tags": []
@@ -47,7 +47,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 5,
    "id": "50d15898-4687-46b7-b7e0-528d7cf9aec0",
    "metadata": {
     "tags": []
@@ -69,7 +69,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 6,
    "id": "990dfeee-1141-4acb-8a3d-a7af0573f5be",
    "metadata": {
     "tags": []
@@ -84,7 +84,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 7,
    "id": "bcd301fe-cb80-4b1c-b65f-465fce5ed915",
    "metadata": {
     "tags": []
@@ -93,29 +93,28 @@
     {
      "data": {
       "text/plain": [
-       "array([['BE.5.E.17-18.(Vol.1)', '+Z197056902',\n",
-       "        'Perspectiva pictorum et architectorum',\n",
-       "        'Pozzo, Andrea 1642-1709',\n",
-       "        'Rossi, Antonio <<de>>; Bernardino, Paulino; Zaulis, Domenico <<de>> 1638-1722; González de Santalla, Tirso 1624-1705; Leopold I. Heiliges Römisches Reich, Kaiser 1640-1705',\n",
-       "        1702.0, nan, '1702', 'Romæ', nan, 'Latin', nan, nan, nan, nan,\n",
-       "        nan, 'Z197056902', 'Z197056902_00000001.jpg', 'A',\n",
-       "        0.4312658011913299, 0.0944466441869735, 0.0951459780335426,\n",
-       "        0.379141628742218, 'red', 0.0084064733237028, 0.9608317613601683,\n",
-       "        0.0307618118822574]], dtype=object)"
+       "array([['BE.1.T.33', '+Z167651701',\n",
+       "        \"Les deux livres de S. Augustin, de la veritable religion et des moeurs de l'eglise catholique, traduits en francois, sur l'edition latine des Peres Benedictins de la congregation de S. Maur\",\n",
+       "        'Augustinus, Aurelius Heiliger 354-430', nan, 1693.0, nan,\n",
+       "        '1693', 'Paris', 'Paris', 'French', nan, nan, nan, nan, nan,\n",
+       "        'Z167651701', 'Z167651701_00000001.jpg', 'B', 0.0008314285660162,\n",
+       "        0.9985696077346802, 0.0003245634725317, 0.0002743884397204,\n",
+       "        'blue', 0.9836959838867188, 0.0060312687419354,\n",
+       "        0.0102726686745882]], dtype=object)"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "BE_manual[BE_manual['Signatur'].str.contains('BE.5.E.17')].values"
+    "BE_manual[BE_manual['Signatur'].str.contains('BE.1.T.33')].values"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 416,
    "id": "c0f4a42a-7e21-41e8-833c-2dd2f9d1985e",
    "metadata": {
     "tags": []
@@ -125,7 +124,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "3\n"
+      "1\n"
      ]
     },
     {
@@ -162,73 +161,36 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1824</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>307</td>\n",
-       "      <td>Historia Naturalis</td>\n",
-       "      <td>Animalium Historia</td>\n",
-       "      <td>Folio</td>\n",
-       "      <td>267</td>\n",
-       "      <td>14.376_307_05</td>\n",
-       "      <td>505 xAlberti Magni Opera de Animalibus, chartâ magnâ, Mantuæ. 1479. Paul. I. de Burschbach. n. 2111. Cotesby (Marc.) Histoire naturelle ele la Ca= roline, la Floride et les Istes Baliama, London 1731. 2. Vol. nro CXCIIX. * Recueil des Oiseaux terrestres et aquatiques dela menagerie Imple de Schönbrun. peints au naturel depuis l'anneé 1752. fol sur velin. 4 vol -----</td>\n",
-       "      <td>xAlberti Magni Opera de Animalibus charta magna Mantuae 1479 Paul I de Burschbach n 2111 Cotesby Marc Histoire naturelle ele la Caroline la Floride et les Istes Baliama London 1731 2 Vol nro CXCIIX * Recueil des Oiseaux terrestres et aquatiques dela menagerie Imple de Schönbrun peints au naturel depuis l'annee 1752 fol sur velin 4 vol -----</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1924</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>326</td>\n",
-       "      <td>Medicina</td>\n",
-       "      <td>Medicina, Chirurgia, Anatomia, Pharmacia &amp; Chimia</td>\n",
-       "      <td>Quarto</td>\n",
-       "      <td>284</td>\n",
-       "      <td>14.376_326_05</td>\n",
-       "      <td>Alberti Magni Liber Aggregationis, seu Secretorum de virtutibus Herbarum, Lapidum, &amp; Animalium. editio antiqua sine loco &amp; anno. n. 2421.</td>\n",
-       "      <td>Alberti Magni Liber Aggregationis seu Secretorum de virtutibus Herbarum Lapidum &amp; Animalium editio antiqua sine loco &amp; anno n 2421</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1955</th>\n",
-       "      <td>14.376</td>\n",
-       "      <td>330</td>\n",
-       "      <td>Medicina</td>\n",
-       "      <td>Medicina, Chirurgia, Anatomia, Pharmacia &amp; Chimia</td>\n",
+       "      <th>3508</th>\n",
+       "      <td>14.377</td>\n",
+       "      <td>98</td>\n",
+       "      <td>Poëtica</td>\n",
+       "      <td>Poëtæ Gallici unà cum Dramaticis</td>\n",
        "      <td>Octavo und kleiner</td>\n",
-       "      <td>288</td>\n",
-       "      <td>14.376_330_00</td>\n",
-       "      <td>xAlberti Magni Secreta Mulierum ac Virorum, necnon de virtutibus Herbarum, Lapidum, &amp; Animal. Tractat 12°. Editio perantïqua sine loco &amp; anno. n. 680.</td>\n",
-       "      <td>xAlberti Magni Secreta Mulierum ac Virorum necnon de virtutibus Herbarum Lapidum &amp; Animal Tractat 12° Editio perantiqua sine loco &amp; anno n 680</td>\n",
+       "      <td>502</td>\n",
+       "      <td>14.377_098_09</td>\n",
+       "      <td>Poësies de Jacques Poille. Paris. 1623. Th. Blaise n. 1257.</td>\n",
+       "      <td>Poesies de Jacques Poille Paris 1623 Th Blaise n 1257</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "      volume  page number            category   \n",
-       "1824  14.376          307  Historia Naturalis  \\\n",
-       "1924  14.376          326            Medicina   \n",
-       "1955  14.376          330            Medicina   \n",
-       "\n",
-       "                                            subcategory              format   \n",
-       "1824                                 Animalium Historia               Folio  \\\n",
-       "1924  Medicina, Chirurgia, Anatomia, Pharmacia & Chimia              Quarto   \n",
-       "1955  Medicina, Chirurgia, Anatomia, Pharmacia & Chimia  Octavo und kleiner   \n",
+       "      volume  page number category                       subcategory   \n",
+       "3508  14.377           98  Poëtica  Poëtæ Gallici unà cum Dramaticis  \\\n",
        "\n",
-       "     handwritten page number       entry_ID   \n",
-       "1824                     267  14.376_307_05  \\\n",
-       "1924                     284  14.376_326_05   \n",
-       "1955                     288  14.376_330_00   \n",
+       "                  format handwritten page number       entry_ID   \n",
+       "3508  Octavo und kleiner                     502  14.377_098_09  \\\n",
        "\n",
-       "                                                                                                                                                                                                                                                                                                                                                                                 entry   \n",
-       "1824  505 xAlberti Magni Opera de Animalibus, chartâ magnâ, Mantuæ. 1479. Paul. I. de Burschbach. n. 2111. Cotesby (Marc.) Histoire naturelle ele la Ca= roline, la Floride et les Istes Baliama, London 1731. 2. Vol. nro CXCIIX. * Recueil des Oiseaux terrestres et aquatiques dela menagerie Imple de Schönbrun. peints au naturel depuis l'anneé 1752. fol sur velin. 4 vol -----  \\\n",
-       "1924                                                                                                                                                                                                                                         Alberti Magni Liber Aggregationis, seu Secretorum de virtutibus Herbarum, Lapidum, & Animalium. editio antiqua sine loco & anno. n. 2421.   \n",
-       "1955                                                                                                                                                                                                                            xAlberti Magni Secreta Mulierum ac Virorum, necnon de virtutibus Herbarum, Lapidum, & Animal. Tractat 12°. Editio perantïqua sine loco & anno. n. 680.   \n",
+       "                                                            entry   \n",
+       "3508  Poësies de Jacques Poille. Paris. 1623. Th. Blaise n. 1257.  \\\n",
        "\n",
-       "                                                                                                                                                                                                                                                                                                                                               cleaned entry  \n",
-       "1824  xAlberti Magni Opera de Animalibus charta magna Mantuae 1479 Paul I de Burschbach n 2111 Cotesby Marc Histoire naturelle ele la Caroline la Floride et les Istes Baliama London 1731 2 Vol nro CXCIIX * Recueil des Oiseaux terrestres et aquatiques dela menagerie Imple de Schönbrun peints au naturel depuis l'annee 1752 fol sur velin 4 vol -----  \n",
-       "1924                                                                                                                                                                                                                      Alberti Magni Liber Aggregationis seu Secretorum de virtutibus Herbarum Lapidum & Animalium editio antiqua sine loco & anno n 2421  \n",
-       "1955                                                                                                                                                                                                          xAlberti Magni Secreta Mulierum ac Virorum necnon de virtutibus Herbarum Lapidum & Animal Tractat 12° Editio perantiqua sine loco & anno n 680  "
+       "                                              cleaned entry  \n",
+       "3508  Poesies de Jacques Poille Paris 1623 Th Blaise n 1257  "
       ]
      },
-     "execution_count": 38,
+     "execution_count": 416,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -237,26 +199,46 @@
     "def search_in_entry(df, string):\n",
     "    return df[df['cleaned entry'].str.contains(string)]\n",
     "\n",
-    "info = search_in_entry(search_in_entry(entry_df, 'Albert'), '')\n",
+    "info = search_in_entry(search_in_entry(entry_df, 'Poille'), '')\n",
     "print(len(info))\n",
     "info"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "4131e38a-a4cd-4bdf-b39e-8e79ffa3f665",
+   "execution_count": 368,
+   "id": "c4394718-cfd3-459e-8923-3ef255a41012",
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "volume                                                                                                                                     14.377\n",
+       "page number                                                                                                                                    28\n",
+       "category                                                                                                                                  Poëtica\n",
+       "subcategory                                                                                                                           Poëtæ Græci\n",
+       "format                                                                                                                         Octavo und kleiner\n",
+       "handwritten page number                                                                                                                       436\n",
+       "entry_ID                                                                                                                            14.377_028_02\n",
+       "entry                      ..........Le Plutus & Les Nuéces du même trad. du grec par Mad.elle Anne le Fevre. 12.° Paris. 1684. Thierry. n. 1062.\n",
+       "cleaned entry                                 Le Plutus & Les Nueces du meme trad du grec par Madelle Anne le Fevre 12° Paris 1684 Thierry n 1062\n",
+       "Name: 2857, dtype: object"
+      ]
+     },
+     "execution_count": 368,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "entry_df.loc[185]"
+    "entry_df.loc[2857]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 414,
    "id": "20facf5d-d609-498e-9907-7ebdffc09e15",
    "metadata": {
     "tags": []
@@ -266,55 +248,55 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "BE.10.T.5-29.(Vol.1)\n",
-      "+Z206393507\n",
-      "Le Mercure françois ; ou, la suitte de l'histoire de la paix, Commençant l'an M. DC. V. pour suitte du Septenaire du D. Cayer, et finissant au Sacre du Tres-Chrestien Roy de France et de Navarre, Louys XIII\n",
-      "nan\n",
-      "Paris\n",
-      "1611-1648\n",
+      "BE.6.S.66\n",
+      "+Z201401009\n",
+      "Florus Danicus ; Otthiniae Impressus a Christiano Schrödero, Anno 1698\n",
+      "Bering, Vitus 1617-1675\n",
+      "Tyrnaviae\n",
+      "1716\n",
       "N\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "Signatur                                                                                                                                                                                                                                                                           BE.10.T.5-29.(Vol.1)\n",
-       "Barcode                                                                                                                                                                                                                                                                                     +Z206393507\n",
-       "Titel                                                                                    Le Mercure françois ; ou, la suitte de l'histoire de la paix, Commençant l'an M. DC. V. pour suitte du Septenaire du D. Cayer, et finissant au Sacre du Tres-Chrestien Roy de France et de Navarre, Louys XIII\n",
-       "Autor                                                                                                                                                                                                                                                                                               NaN\n",
-       "Mitwirkender                                                                                                                                                                                                                                              Richer, Jean; Renaudot, Théophraste 1586-1653\n",
-       "Anfang Veröffentlichungsdatum                                                                                                                                                                                                                                                                    1611.0\n",
-       "Ende Veröffentlichungsdatum                                                                                                                                                                                                                                                                      1648.0\n",
-       "Veröffentlichungsdatum                                                                                                                                                                                                                                                                        1611-1648\n",
-       "Veröffentlichungsort                                                                                                                                                                                                                                                                              Paris\n",
-       "Veröffentlichungsort (normiert)                                                                                                                                                                                                                                                                     NaN\n",
-       "Sprache                                                                                                                                                                                                                                                                                          French\n",
-       "Schlagwörter                                                                                                                                                                                                                                                    Frankreich; Zeitung; Französisch; Paris\n",
-       "Schlagwörter (mit GND)             Frankreich$Dg--(DE-588)4018145-5;Zeitung$Af;AT-OBV--ONB-AK;Paris$Dg--(DE-588)4044660-8;Zeitung$Af;AT-OBV--ONB-AK;Zeitung$Af;Französisch$Ds--(DE-588)4113615-9;AT-OBV--ONB-AK;Zeitung$Af;Französisch$Ds--(DE-588)4113615-9;Paris$Dg--(DE-588)4044660-8;AT-OBV--ONB-AK\n",
-       "Vorbesitzer                                                                                                                                                                                                                                                                                         NaN\n",
-       "Typ                                                                                                                                                                                                                                                                                                 NaN\n",
-       "Bemerkungen                                                                                                                                                                                                                                                                                         NaN\n",
-       "Gültiger Barcode                                                                                                                                                                                                                                                                             Z206393507\n",
-       "Dateiname                                                                                                                                                                                                                                                                       Z206393507_00000001.jpg\n",
-       "Wappenklassifizierung                                                                                                                                                                                                                                                                                 N\n",
-       "p_A                                                                                                                                                                                                                                                                                            0.011214\n",
-       "p_B                                                                                                                                                                                                                                                                                            0.003444\n",
-       "p_C                                                                                                                                                                                                                                                                                            0.004838\n",
-       "p_N                                                                                                                                                                                                                                                                                            0.980504\n",
-       "Farbklassifizierung                                                                                                                                                                                                                                                                                 NaN\n",
-       "p_blue                                                                                                                                                                                                                                                                                              NaN\n",
-       "p_red                                                                                                                                                                                                                                                                                               NaN\n",
-       "p_yellow                                                                                                                                                                                                                                                                                            NaN\n",
-       "Name: 3132, dtype: object"
+       "Signatur                                                                                        BE.6.S.66\n",
+       "Barcode                                                                                       +Z201401009\n",
+       "Titel                              Florus Danicus ; Otthiniae Impressus a Christiano Schrödero, Anno 1698\n",
+       "Autor                                                                             Bering, Vitus 1617-1675\n",
+       "Mitwirkender                                                                                          NaN\n",
+       "Anfang Veröffentlichungsdatum                                                                      1716.0\n",
+       "Ende Veröffentlichungsdatum                                                                           NaN\n",
+       "Veröffentlichungsdatum                                                                               1716\n",
+       "Veröffentlichungsort                                                                            Tyrnaviae\n",
+       "Veröffentlichungsort (normiert)                                                                    Tyrnau\n",
+       "Sprache                                                                                             Latin\n",
+       "Schlagwörter                                                                         Dänemark; Geschichte\n",
+       "Schlagwörter (mit GND)                        Dänemark$Dg--(DE-588)4010877-6;Geschichte$Az;AT-OBV--ONB-AK\n",
+       "Vorbesitzer                                                                                           NaN\n",
+       "Typ                                                                                                   NaN\n",
+       "Bemerkungen                                                                                           NaN\n",
+       "Gültiger Barcode                                                                               Z201401009\n",
+       "Dateiname                                                                         Z201401009_00000001.jpg\n",
+       "Wappenklassifizierung                                                                                   N\n",
+       "p_A                                                                                              0.022146\n",
+       "p_B                                                                                              0.008077\n",
+       "p_C                                                                                              0.014462\n",
+       "p_N                                                                                              0.955316\n",
+       "Farbklassifizierung                                                                                   NaN\n",
+       "p_blue                                                                                                NaN\n",
+       "p_red                                                                                                 NaN\n",
+       "p_yellow                                                                                              NaN\n",
+       "Name: 15975, dtype: object"
       ]
      },
-     "execution_count": 69,
+     "execution_count": 414,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "BE_entry = BE_manual.loc[3132]\n",
+    "BE_entry = BE_df.loc[15975]\n",
     "print(BE_entry['Signatur'])\n",
     "print(BE_entry['Barcode'])\n",
     "print(BE_entry['Titel'])\n",
@@ -1391,14 +1373,785 @@
     "BE_df.columns"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "88b825b9-8557-441d-b387-697db4ea2a5b",
+   "metadata": {},
+   "source": [
+    "# Eugeniana-Inkunabeln aus dem handschriftlichen Katalog extrahieren"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 513,
+   "id": "bc7c8cf5-7afa-43c1-8427-ab7cd58323b3",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[1661]\n",
+      "[1628]\n",
+      "[1703, 5926]\n",
+      "[1662]\n"
+     ]
+    }
+   ],
+   "source": [
+    "def extract_four_digit_number(entry):\n",
+    "    four_dig_re = re.compile('(?<! [pPnN] )\\d{4}')\n",
+    "    match = four_dig_re.findall(entry)\n",
+    "    if match:\n",
+    "        return [int(x) for x in match]\n",
+    "    else:\n",
+    "        return []\n",
+    "\n",
+    "year_samples = [\n",
+    "    'Vossij Isaaci Dissertationes de 70 Interpretum tralatione & Chronologia Hagae Comp 1661 Vlacq p 7145 n 1360',\n",
+    "    'Biblia Sacra graece ac latine juxta 70 Interpretes 3 Vol charta magna Paris 1628 Nic Buon N 3743',\n",
+    "    'Nummi Antiqui Familiarum Romanar cum Ioannis Vaillant Interpretationibus 2 Vol Amsteln 1703 Gallet n 5925 5926',\n",
+    "    'Hulsij antonij Authentia absoluta Seu textus hebraei vindicata contra criminationes Isaaci Vossii in libro recens edito de 70 Interpretum tralatione cum binis epistolis Roterod 1662 arn Leers n 2407 P 1234'\n",
+    "]\n",
+    "\n",
+    "for entry in year_samples:\n",
+    "    print(extract_four_digit_number(entry))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 497,
+   "id": "42988cd3-f87f-46b4-be10-b5d254c286d0",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "entry_df['years'] = entry_df['cleaned entry'].apply(lambda x: extract_four_digit_number(x))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 498,
+   "id": "46d0487a-096b-4d41-872a-b9668315ee8a",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "years_raw = entry_df['years']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 518,
+   "id": "0110a88f-8777-4efd-84c7-b74e6fdd740a",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0             [1515]\n",
+       "1             [1572]\n",
+       "2       [1637, 1669]\n",
+       "3             [1462]\n",
+       "4             [1472]\n",
+       "            ...     \n",
+       "9398              []\n",
+       "9399              []\n",
+       "9400              []\n",
+       "9401              []\n",
+       "9402              []\n",
+       "Name: years, Length: 9403, dtype: object"
+      ]
+     },
+     "execution_count": 518,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "years_raw"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 519,
+   "id": "8f60804d-17fa-4d3a-9ad2-ec4a549bdf50",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "years_cleaned = years_raw.apply(lambda x: list(filter(lambda y: 1400 < int(y) < 1736, x)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 520,
+   "id": "08f2d680-91e7-4fa7-8e58-ae2793ad184b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "years_min = years_cleaned.apply(lambda x: int(min(x)) if len(x) else np.nan)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 521,
+   "id": "d9d40c18-f7b0-4725-941b-90e1ccf8b974",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "without_years = entry_df.loc[years_raw[years_min.isna()].index]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 522,
+   "id": "40328321-57d1-4d29-a087-832354f560a8",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0       1515.0\n",
+       "1       1572.0\n",
+       "2       1637.0\n",
+       "3       1462.0\n",
+       "4       1472.0\n",
+       "         ...  \n",
+       "9398       NaN\n",
+       "9399       NaN\n",
+       "9400       NaN\n",
+       "9401       NaN\n",
+       "9402       NaN\n",
+       "Name: years, Length: 9403, dtype: float64"
+      ]
+     },
+     "execution_count": 522,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "years_min"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 523,
+   "id": "7e083bdd-3aa6-40df-b12c-43238aae5355",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "before_1501 = entry_df.loc[years_min < 1501]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 526,
+   "id": "321b9d28-7198-49fd-9f56-290dd6c58950",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>volume</th>\n",
+       "      <th>page number</th>\n",
+       "      <th>category</th>\n",
+       "      <th>subcategory</th>\n",
+       "      <th>format</th>\n",
+       "      <th>handwritten page number</th>\n",
+       "      <th>entry_ID</th>\n",
+       "      <th>entry</th>\n",
+       "      <th>cleaned entry</th>\n",
+       "      <th>years</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>14.376</td>\n",
+       "      <td>25</td>\n",
+       "      <td>Theologia</td>\n",
+       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14.376_025_03</td>\n",
+       "      <td>4 Biblia Sacra Latina Moguntina dicta, prima omnium editio in Membranis. 2 Vol. Moguntiæ. 1462.¬ Ioan. Fust, &amp; Petr. Schoiffer de Gerneshem. n. 2088. II.O.5.</td>\n",
+       "      <td>Biblia Sacra Latina Moguntina dicta prima omnium editio in Membranis 2 Vol Moguntiae 1462 Ioan Fust &amp; Petr Schoiffer de Gerneshem n 2088 IIO5</td>\n",
+       "      <td>[1462]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>14.376</td>\n",
+       "      <td>25</td>\n",
+       "      <td>Theologia</td>\n",
+       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14.376_025_04</td>\n",
+       "      <td>5 Biblia Sacra Latina Moguntina, editio altera 2 Vol. chartâ Magnâ. Moguntiæ. 1472. Petr. Schoiffer. II.O.7. de Gerneshem. n. 2089.</td>\n",
+       "      <td>Biblia Sacra Latina Moguntina editio altera 2 Vol charta Magna Moguntiae 1472 Petr Schoiffer IIO7 de Gerneshem n 2089</td>\n",
+       "      <td>[1472]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>14.376</td>\n",
+       "      <td>25</td>\n",
+       "      <td>Theologia</td>\n",
+       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14.376_025_06</td>\n",
+       "      <td>7 Biblia Sacra latina vulgatæ Editionis. 2 Vol. chartâ III.B.3. Magnâ. 1474. absque loco Editionis n. 2090.</td>\n",
+       "      <td>Biblia Sacra latina vulgatae Editionis 2 Vol charta IIIB3 Magna 1474 absque loco Editionis n 2090</td>\n",
+       "      <td>[1474]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>14.376</td>\n",
+       "      <td>25</td>\n",
+       "      <td>Theologia</td>\n",
+       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14.376_025_07</td>\n",
+       "      <td>8 Biblia Sacra Latina cum Evangelistarum Canonibus III.B.7. &amp; concordantiis. chartâ M. Coloniæ. 1479. de Homborch. n. 2093.</td>\n",
+       "      <td>Biblia Sacra Latina cum Evangelistarum Canonibus IIIB7 &amp; concordantiis charta M Coloniae 1479 de Homborch n 2093</td>\n",
+       "      <td>[1479]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>14.376</td>\n",
+       "      <td>26</td>\n",
+       "      <td>Theologia</td>\n",
+       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>2</td>\n",
+       "      <td>14.376_026_00</td>\n",
+       "      <td>9. Biblia Sacra Latina. Venetiis. 1481. Leonard Wild de Ratisbonâ n. 2302. III. D. 11.</td>\n",
+       "      <td>Biblia Sacra Latina Venetiis 1481 Leonard Wild de Ratisbona n 2302 III D 11</td>\n",
+       "      <td>[1481]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9017</th>\n",
+       "      <td>14.378</td>\n",
+       "      <td>522</td>\n",
+       "      <td>Codices Manuscripti</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Quarto</td>\n",
+       "      <td>1348</td>\n",
+       "      <td>14.378_522_05</td>\n",
+       "      <td>53 Tractatus de Matrimonio à Fr. Lùcano Parmensi compilat. anno 1468. Ms. in Membranis. n. CCIX.</td>\n",
+       "      <td>Tractatus de Matrimonio a Fr Lucano Parmensi compilat anno 1468 Ms in Membranis n CCIX</td>\n",
+       "      <td>[1468]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9033</th>\n",
+       "      <td>14.378</td>\n",
+       "      <td>523</td>\n",
+       "      <td>Codices Manuscripti</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Quarto</td>\n",
+       "      <td>1347*</td>\n",
+       "      <td>14.378_523_09</td>\n",
+       "      <td>68 Monita Agapæti Batilica ad Imper. Iustinian. Ms. græcè  A 1500</td>\n",
+       "      <td>Monita Agapaeti Batilica ad Imper Iustinian Ms graece  A 1500</td>\n",
+       "      <td>[1500]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9051</th>\n",
+       "      <td>14.378</td>\n",
+       "      <td>527</td>\n",
+       "      <td>Codices Manuscripti</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Octavo und kleiner</td>\n",
+       "      <td>1349</td>\n",
+       "      <td>14.378_527_05</td>\n",
+       "      <td>10 Succineta &amp; accurata de scriptio Civitatis Constantinopol. a Constantino Magno anno 331. ad Sult. Mehemet II. anno 1453. cum descriptione Canalis Maris Nigri.¬ autore Ioan. Adamo Zizla. Ms. in 8.° germanicè.</td>\n",
+       "      <td>Succineta &amp; accurata de scriptio Civitatis Constantinopol a Constantino Magno anno 331 ad Sult Mehemet II anno 1453 cum descriptione Canalis Maris Nigri autore Ioan Adamo Zizla Ms in 8° germanice</td>\n",
+       "      <td>[1453]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9052</th>\n",
+       "      <td>14.378</td>\n",
+       "      <td>528</td>\n",
+       "      <td>Codices Manuscripti</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Octavo und kleiner</td>\n",
+       "      <td>1350</td>\n",
+       "      <td>14.378_528_00</td>\n",
+       "      <td>84. I.Trionfi di Francesco Petrarca con miniature Ms. 8.° 11. Questo Ms.° è del tempo del medesimo Petrarca n. CCXXXIV. obüt Petrarca an. 1374. &amp; codex in fine habet 1459. p. 519</td>\n",
+       "      <td>ITrionfi di Francesco Petrarca con miniature Ms 8° 11 Questo Ms° e del tempo del medesimo Petrarca n CCXXXIV obüt Petrarca an 1374 &amp; codex in fine habet 1459 p 519</td>\n",
+       "      <td>[1374, 1459]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9059</th>\n",
+       "      <td>14.378</td>\n",
+       "      <td>529</td>\n",
+       "      <td>Codices Manuscripti</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Octavo und kleiner</td>\n",
+       "      <td>1351</td>\n",
+       "      <td>14.378_529_03</td>\n",
+       "      <td>Descriptio civitatis Constantinopoleos a Constantino M. anno 331. ad Sultanum Mehemet II. anno 1453. cum descriptione Canalis Maris Nigri. autore I. Adamo Zizla. 8.° Ms. germanicè</td>\n",
+       "      <td>Descriptio civitatis Constantinopoleos a Constantino M anno 331 ad Sultanum Mehemet II anno 1453 cum descriptione Canalis Maris Nigri autore I Adamo Zizla 8° Ms germanice</td>\n",
+       "      <td>[1453]</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>366 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      volume  page number             category   \n",
+       "3     14.376           25            Theologia  \\\n",
+       "4     14.376           25            Theologia   \n",
+       "6     14.376           25            Theologia   \n",
+       "7     14.376           25            Theologia   \n",
+       "8     14.376           26            Theologia   \n",
+       "...      ...          ...                  ...   \n",
+       "9017  14.378          522  Codices Manuscripti   \n",
+       "9033  14.378          523  Codices Manuscripti   \n",
+       "9051  14.378          527  Codices Manuscripti   \n",
+       "9052  14.378          528  Codices Manuscripti   \n",
+       "9059  14.378          529  Codices Manuscripti   \n",
+       "\n",
+       "                             subcategory              format   \n",
+       "3     Textus & Versiones Sacræ Scripturæ               Folio  \\\n",
+       "4     Textus & Versiones Sacræ Scripturæ               Folio   \n",
+       "6     Textus & Versiones Sacræ Scripturæ               Folio   \n",
+       "7     Textus & Versiones Sacræ Scripturæ               Folio   \n",
+       "8     Textus & Versiones Sacræ Scripturæ               Folio   \n",
+       "...                                  ...                 ...   \n",
+       "9017                                 NaN              Quarto   \n",
+       "9033                                 NaN              Quarto   \n",
+       "9051                                 NaN  Octavo und kleiner   \n",
+       "9052                                 NaN  Octavo und kleiner   \n",
+       "9059                                 NaN  Octavo und kleiner   \n",
+       "\n",
+       "     handwritten page number       entry_ID   \n",
+       "3                          1  14.376_025_03  \\\n",
+       "4                          1  14.376_025_04   \n",
+       "6                          1  14.376_025_06   \n",
+       "7                          1  14.376_025_07   \n",
+       "8                          2  14.376_026_00   \n",
+       "...                      ...            ...   \n",
+       "9017                    1348  14.378_522_05   \n",
+       "9033                   1347*  14.378_523_09   \n",
+       "9051                    1349  14.378_527_05   \n",
+       "9052                    1350  14.378_528_00   \n",
+       "9059                    1351  14.378_529_03   \n",
+       "\n",
+       "                                                                                                                                                                                                                   entry   \n",
+       "3                                                          4 Biblia Sacra Latina Moguntina dicta, prima omnium editio in Membranis. 2 Vol. Moguntiæ. 1462.¬ Ioan. Fust, & Petr. Schoiffer de Gerneshem. n. 2088. II.O.5.  \\\n",
+       "4                                                                                    5 Biblia Sacra Latina Moguntina, editio altera 2 Vol. chartâ Magnâ. Moguntiæ. 1472. Petr. Schoiffer. II.O.7. de Gerneshem. n. 2089.   \n",
+       "6                                                                                                            7 Biblia Sacra latina vulgatæ Editionis. 2 Vol. chartâ III.B.3. Magnâ. 1474. absque loco Editionis n. 2090.   \n",
+       "7                                                                                            8 Biblia Sacra Latina cum Evangelistarum Canonibus III.B.7. & concordantiis. chartâ M. Coloniæ. 1479. de Homborch. n. 2093.   \n",
+       "8                                                                                                                                 9. Biblia Sacra Latina. Venetiis. 1481. Leonard Wild de Ratisbonâ n. 2302. III. D. 11.   \n",
+       "...                                                                                                                                                                                                                  ...   \n",
+       "9017                                                                                                                    53 Tractatus de Matrimonio à Fr. Lùcano Parmensi compilat. anno 1468. Ms. in Membranis. n. CCIX.   \n",
+       "9033                                                                                                                                                   68 Monita Agapæti Batilica ad Imper. Iustinian. Ms. græcè  A 1500   \n",
+       "9051  10 Succineta & accurata de scriptio Civitatis Constantinopol. a Constantino Magno anno 331. ad Sult. Mehemet II. anno 1453. cum descriptione Canalis Maris Nigri.¬ autore Ioan. Adamo Zizla. Ms. in 8.° germanicè.   \n",
+       "9052                                  84. I.Trionfi di Francesco Petrarca con miniature Ms. 8.° 11. Questo Ms.° è del tempo del medesimo Petrarca n. CCXXXIV. obüt Petrarca an. 1374. & codex in fine habet 1459. p. 519   \n",
+       "9059                                 Descriptio civitatis Constantinopoleos a Constantino M. anno 331. ad Sultanum Mehemet II. anno 1453. cum descriptione Canalis Maris Nigri. autore I. Adamo Zizla. 8.° Ms. germanicè   \n",
+       "\n",
+       "                                                                                                                                                                                            cleaned entry   \n",
+       "3                                                           Biblia Sacra Latina Moguntina dicta prima omnium editio in Membranis 2 Vol Moguntiae 1462 Ioan Fust & Petr Schoiffer de Gerneshem n 2088 IIO5  \\\n",
+       "4                                                                                   Biblia Sacra Latina Moguntina editio altera 2 Vol charta Magna Moguntiae 1472 Petr Schoiffer IIO7 de Gerneshem n 2089   \n",
+       "6                                                                                                       Biblia Sacra latina vulgatae Editionis 2 Vol charta IIIB3 Magna 1474 absque loco Editionis n 2090   \n",
+       "7                                                                                        Biblia Sacra Latina cum Evangelistarum Canonibus IIIB7 & concordantiis charta M Coloniae 1479 de Homborch n 2093   \n",
+       "8                                                                                                                             Biblia Sacra Latina Venetiis 1481 Leonard Wild de Ratisbona n 2302 III D 11   \n",
+       "...                                                                                                                                                                                                   ...   \n",
+       "9017                                                                                                               Tractatus de Matrimonio a Fr Lucano Parmensi compilat anno 1468 Ms in Membranis n CCIX   \n",
+       "9033                                                                                                                                        Monita Agapaeti Batilica ad Imper Iustinian Ms graece  A 1500   \n",
+       "9051  Succineta & accurata de scriptio Civitatis Constantinopol a Constantino Magno anno 331 ad Sult Mehemet II anno 1453 cum descriptione Canalis Maris Nigri autore Ioan Adamo Zizla Ms in 8° germanice   \n",
+       "9052                                  ITrionfi di Francesco Petrarca con miniature Ms 8° 11 Questo Ms° e del tempo del medesimo Petrarca n CCXXXIV obüt Petrarca an 1374 & codex in fine habet 1459 p 519   \n",
+       "9059                           Descriptio civitatis Constantinopoleos a Constantino M anno 331 ad Sultanum Mehemet II anno 1453 cum descriptione Canalis Maris Nigri autore I Adamo Zizla 8° Ms germanice   \n",
+       "\n",
+       "             years  \n",
+       "3           [1462]  \n",
+       "4           [1472]  \n",
+       "6           [1474]  \n",
+       "7           [1479]  \n",
+       "8           [1481]  \n",
+       "...            ...  \n",
+       "9017        [1468]  \n",
+       "9033        [1500]  \n",
+       "9051        [1453]  \n",
+       "9052  [1374, 1459]  \n",
+       "9059        [1453]  \n",
+       "\n",
+       "[366 rows x 10 columns]"
+      ]
+     },
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+     "metadata": {},
+     "output_type": "execute_result"
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+   "id": "740e1929-f137-4853-82db-3d90905beed4",
+   "metadata": {
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+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>volume</th>\n",
+       "      <th>page number</th>\n",
+       "      <th>category</th>\n",
+       "      <th>subcategory</th>\n",
+       "      <th>format</th>\n",
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+       "      <th>years</th>\n",
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+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>14.376</td>\n",
+       "      <td>25</td>\n",
+       "      <td>Theologia</td>\n",
+       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>1</td>\n",
+       "      <td>14.376_025_05</td>\n",
+       "      <td>6 Biblia Sacra Latina cum glossa &amp; Comment. 4 Vol. chartâ Magnâ. Editio perantiqua sine loco &amp; II.O.1. anno n. 2086.</td>\n",
+       "      <td>Biblia Sacra Latina cum glossa &amp; Comment 4 Vol charta Magna Editio perantiqua sine loco &amp; IIO1 anno n 2086</td>\n",
+       "      <td>[]</td>\n",
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+       "      <th>17</th>\n",
+       "      <td>14.376</td>\n",
+       "      <td>27</td>\n",
+       "      <td>Theologia</td>\n",
+       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14.376_027_02</td>\n",
+       "      <td>18 La S.e Bible historiée dite d'Escholatre avec des fig. gravées en bois. 2 Vol. sans datte. Barthel. Verard. n. 165.</td>\n",
+       "      <td>La Se Bible historiee dite d'Escholatre avec des fig gravees en bois 2 Vol sans datte Barthel Verard n 165</td>\n",
+       "      <td>[]</td>\n",
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+       "      <td>14.376</td>\n",
+       "      <td>27</td>\n",
+       "      <td>Theologia</td>\n",
+       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14.376_027_06</td>\n",
+       "      <td>22 Biblia Sacra germanicè Mss. in Membranis cum figuris pictis. n. II.</td>\n",
+       "      <td>Biblia Sacra germanice Mss in Membranis cum figuris pictis n II</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>14.376</td>\n",
+       "      <td>27</td>\n",
+       "      <td>Theologia</td>\n",
+       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14.376_027_07</td>\n",
+       "      <td>23 Biblia Sacra Hollandicé Mss. in Membranis cum fig. pictis. 2 Vol. n. III.</td>\n",
+       "      <td>Biblia Sacra Hollandice Mss in Membranis cum fig pictis 2 Vol n III</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>14.376</td>\n",
+       "      <td>27</td>\n",
+       "      <td>Theologia</td>\n",
+       "      <td>Textus &amp; Versiones Sacræ Scripturæ</td>\n",
+       "      <td>Folio</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14.376_027_09</td>\n",
+       "      <td>25 Historia Veteris ac Novi Testamenti MS. in Membranis cum innumeris ferè Imaginibus miniatè depictis. n. 1.</td>\n",
+       "      <td>Historia Veteris ac Novi Testamenti MS in Membranis cum innumeris fere Imaginibus miniate depictis n 1</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
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+       "    <tr>\n",
+       "      <th>9398</th>\n",
+       "      <td>14.378</td>\n",
+       "      <td>582</td>\n",
+       "      <td>Imaginum Delineatarum Collectio</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1402</td>\n",
+       "      <td>14.378_582_00</td>\n",
+       "      <td>CCCXXXI Vn Portefeüilles contenant des Desseins de plusieurs Villes d'Espagne par Ant. Van-den-Wingarde. dont il n'y a pas de Catalogue. n. 990.</td>\n",
+       "      <td>Vn Portefeüilles contenant des Desseins de plusieurs Villes d'Espagne par Ant Van-den-Wingarde dont il n'y a pas de Catalogue n 990</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9399</th>\n",
+       "      <td>14.378</td>\n",
+       "      <td>582</td>\n",
+       "      <td>Imaginum Delineatarum Collectio</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1402</td>\n",
+       "      <td>14.378_582_01</td>\n",
+       "      <td>CCCXXXII  Vn Recueil des Portraits peints en miniature sur velain au nombre de 34. dont le Premier est celuy de Philippe le Hardy. n. CCIV.</td>\n",
+       "      <td>Vn Recueil des Portraits peints en miniature sur velain au nombre de 34 dont le Premier est celuy de Philippe le Hardy n CCIV</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9400</th>\n",
+       "      <td>14.378</td>\n",
+       "      <td>582</td>\n",
+       "      <td>Imaginum Delineatarum Collectio</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1402</td>\n",
+       "      <td>14.378_582_02</td>\n",
+       "      <td>CCCXXXIII  Dix Vol. de Plantes peintes en miniature par Nicol. Robert. vide. Hist. Plantarum</td>\n",
+       "      <td>Dix Vol de Plantes peintes en miniature par Nicol Robert vide Hist Plantarum</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9401</th>\n",
+       "      <td>14.378</td>\n",
+       "      <td>582</td>\n",
+       "      <td>Imaginum Delineatarum Collectio</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1402</td>\n",
+       "      <td>14.378_582_03</td>\n",
+       "      <td>CCCXXXIV  Cinq Vol. d'Oiseaux peints en Miniature par Nic. Robert. vide. Histor. Animalium.</td>\n",
+       "      <td>Cinq Vol d'Oiseaux peints en Miniature par Nic Robert vide Histor Animalium</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9402</th>\n",
+       "      <td>14.378</td>\n",
+       "      <td>582</td>\n",
+       "      <td>Imaginum Delineatarum Collectio</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1402</td>\n",
+       "      <td>14.378_582_04</td>\n",
+       "      <td>CCCXXXV Divers Portraits, Ceremonies, Marches &amp;c. des Turcs &amp; d'autres nations du Levant, peints en miniature n. CCLXX.</td>\n",
+       "      <td>Divers Portraits Ceremonies Marches &amp;c des Turcs &amp; d'autres nations du Levant peints en miniature n CCLXX</td>\n",
+       "      <td>[]</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1324 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      volume  page number                         category   \n",
+       "5     14.376           25                        Theologia  \\\n",
+       "17    14.376           27                        Theologia   \n",
+       "21    14.376           27                        Theologia   \n",
+       "22    14.376           27                        Theologia   \n",
+       "24    14.376           27                        Theologia   \n",
+       "...      ...          ...                              ...   \n",
+       "9398  14.378          582  Imaginum Delineatarum Collectio   \n",
+       "9399  14.378          582  Imaginum Delineatarum Collectio   \n",
+       "9400  14.378          582  Imaginum Delineatarum Collectio   \n",
+       "9401  14.378          582  Imaginum Delineatarum Collectio   \n",
+       "9402  14.378          582  Imaginum Delineatarum Collectio   \n",
+       "\n",
+       "                             subcategory format handwritten page number   \n",
+       "5     Textus & Versiones Sacræ Scripturæ  Folio                       1  \\\n",
+       "17    Textus & Versiones Sacræ Scripturæ  Folio                       3   \n",
+       "21    Textus & Versiones Sacræ Scripturæ  Folio                       3   \n",
+       "22    Textus & Versiones Sacræ Scripturæ  Folio                       3   \n",
+       "24    Textus & Versiones Sacræ Scripturæ  Folio                       3   \n",
+       "...                                  ...    ...                     ...   \n",
+       "9398                                 NaN    NaN                    1402   \n",
+       "9399                                 NaN    NaN                    1402   \n",
+       "9400                                 NaN    NaN                    1402   \n",
+       "9401                                 NaN    NaN                    1402   \n",
+       "9402                                 NaN    NaN                    1402   \n",
+       "\n",
+       "           entry_ID   \n",
+       "5     14.376_025_05  \\\n",
+       "17    14.376_027_02   \n",
+       "21    14.376_027_06   \n",
+       "22    14.376_027_07   \n",
+       "24    14.376_027_09   \n",
+       "...             ...   \n",
+       "9398  14.378_582_00   \n",
+       "9399  14.378_582_01   \n",
+       "9400  14.378_582_02   \n",
+       "9401  14.378_582_03   \n",
+       "9402  14.378_582_04   \n",
+       "\n",
+       "                                                                                                                                                 entry   \n",
+       "5                                 6 Biblia Sacra Latina cum glossa & Comment. 4 Vol. chartâ Magnâ. Editio perantiqua sine loco & II.O.1. anno n. 2086.  \\\n",
+       "17                              18 La S.e Bible historiée dite d'Escholatre avec des fig. gravées en bois. 2 Vol. sans datte. Barthel. Verard. n. 165.   \n",
+       "21                                                                              22 Biblia Sacra germanicè Mss. in Membranis cum figuris pictis. n. II.   \n",
+       "22                                                                        23 Biblia Sacra Hollandicé Mss. in Membranis cum fig. pictis. 2 Vol. n. III.   \n",
+       "24                                       25 Historia Veteris ac Novi Testamenti MS. in Membranis cum innumeris ferè Imaginibus miniatè depictis. n. 1.   \n",
+       "...                                                                                                                                                ...   \n",
+       "9398  CCCXXXI Vn Portefeüilles contenant des Desseins de plusieurs Villes d'Espagne par Ant. Van-den-Wingarde. dont il n'y a pas de Catalogue. n. 990.   \n",
+       "9399       CCCXXXII  Vn Recueil des Portraits peints en miniature sur velain au nombre de 34. dont le Premier est celuy de Philippe le Hardy. n. CCIV.   \n",
+       "9400                                                      CCCXXXIII  Dix Vol. de Plantes peintes en miniature par Nicol. Robert. vide. Hist. Plantarum   \n",
+       "9401                                                       CCCXXXIV  Cinq Vol. d'Oiseaux peints en Miniature par Nic. Robert. vide. Histor. Animalium.   \n",
+       "9402                           CCCXXXV Divers Portraits, Ceremonies, Marches &c. des Turcs & d'autres nations du Levant, peints en miniature n. CCLXX.   \n",
+       "\n",
+       "                                                                                                                            cleaned entry   \n",
+       "5                              Biblia Sacra Latina cum glossa & Comment 4 Vol charta Magna Editio perantiqua sine loco & IIO1 anno n 2086  \\\n",
+       "17                             La Se Bible historiee dite d'Escholatre avec des fig gravees en bois 2 Vol sans datte Barthel Verard n 165   \n",
+       "21                                                                        Biblia Sacra germanice Mss in Membranis cum figuris pictis n II   \n",
+       "22                                                                    Biblia Sacra Hollandice Mss in Membranis cum fig pictis 2 Vol n III   \n",
+       "24                                 Historia Veteris ac Novi Testamenti MS in Membranis cum innumeris fere Imaginibus miniate depictis n 1   \n",
+       "...                                                                                                                                   ...   \n",
+       "9398  Vn Portefeüilles contenant des Desseins de plusieurs Villes d'Espagne par Ant Van-den-Wingarde dont il n'y a pas de Catalogue n 990   \n",
+       "9399        Vn Recueil des Portraits peints en miniature sur velain au nombre de 34 dont le Premier est celuy de Philippe le Hardy n CCIV   \n",
+       "9400                                                         Dix Vol de Plantes peintes en miniature par Nicol Robert vide Hist Plantarum   \n",
+       "9401                                                          Cinq Vol d'Oiseaux peints en Miniature par Nic Robert vide Histor Animalium   \n",
+       "9402                            Divers Portraits Ceremonies Marches &c des Turcs & d'autres nations du Levant peints en miniature n CCLXX   \n",
+       "\n",
+       "     years  \n",
+       "5       []  \n",
+       "17      []  \n",
+       "21      []  \n",
+       "22      []  \n",
+       "24      []  \n",
+       "...    ...  \n",
+       "9398    []  \n",
+       "9399    []  \n",
+       "9400    []  \n",
+       "9401    []  \n",
+       "9402    []  \n",
+       "\n",
+       "[1324 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 527,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "without_years"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 530,
+   "id": "1bacd9fd-af4a-4f50-b0bc-10a4a5af1ee8",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "before_1501.to_excel('data/man_catalog/Vor 1501.xlsx')"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 142,
-   "id": "26187198-542d-48a6-9609-bf3d443a3119",
+   "execution_count": 531,
+   "id": "dbd5e8bc-a4a0-46f7-b0ca-8fe84de50e19",
    "metadata": {
     "tags": []
    },
    "outputs": [],
+   "source": [
+    "without_years.to_excel('data/man_catalog/Ohne Jahresangabe.xlsx')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e0c65ab2-9951-4cab-a859-55b7d5427d57",
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+   "outputs": [],
    "source": []
   }
  ],